{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "27d62c42-d626-4fd9-a5f4-881db37ccd7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "#创建图形和子图\n",
    "fig, axes = plt.subplots(2, 3, figsize=(18, 8), dpi=100)\n",
    "fig.patch.set_facecolor('#2C3E50')\n",
    "\n",
    "#年龄环形图\n",
    "ax = axes[0, 0]\n",
    "labels = ['18-24', '25-29', '30-34', '35-39', '40=以上']\n",
    "sizes = [7, 16, 22, 20, 35]\n",
    "colors = ['#5DADE2', '#F39C12', '#2ECC71', '#F4D03F', '#2874A6']\n",
    "wedges, texts, autotexts = ax.pie(\n",
    "    sizes, labels=None, colors=colors, autopct='%1.0f%%', startangle=90, pctdistance=0.75\n",
    ")\n",
    "centre_circle = plt.Circle((0, 0), 0.60, fc='#2C3E50')\n",
    "ax.add_artist(centre_circle)\n",
    "ax.set_title('年龄', fontsize=16, color='white', pad=10)\n",
    "ax.set_facecolor('#2C3E50')\n",
    "for autotext in autotexts:\n",
    "    autotext.set_color('white')\n",
    "\n",
    "legend = ax.legend(\n",
    "    wedges, labels, loc=\"center left\", bbox_to_anchor=(1, 0, 0.5, 1), fontsize=10\n",
    ")\n",
    "legend.get_frame().set_facecolor('#2C3E50')\n",
    "legend.get_frame().set_edgecolor('white')\n",
    "plt.setp(legend.get_texts(), color='white')\n",
    "\n",
    "#性别环形图\n",
    "ax = axes[0, 1]\n",
    "labels = ['男', '女']\n",
    "sizes = [60, 40]\n",
    "colors = ['#F39C12', '#5DADE2']\n",
    "wedges, texts, autotexts = ax.pie(\n",
    "    sizes, labels=None, colors=colors, autopct='%1.0f%%', startangle=90, pctdistance=0.75\n",
    ")\n",
    "centre_circle = plt.Circle((0, 0), 0.60, fc='#2C3E50')\n",
    "ax.add_artist(centre_circle)\n",
    "ax.set_title('性别', fontsize=16, color='white', pad=10)\n",
    "ax.set_facecolor('#2C3E50')\n",
    "for autotext in autotexts:\n",
    "    autotext.set_color('white')\n",
    "\n",
    "legend = ax.legend(\n",
    "    wedges, labels, loc=\"center left\", bbox_to_anchor=(1, 0, 0.5, 1), fontsize=10\n",
    ")\n",
    "legend.get_frame().set_facecolor('#2C3E50')\n",
    "legend.get_frame().set_edgecolor('white')\n",
    "plt.setp(legend.get_texts(), color='white')\n",
    "\n",
    "#婚姻状况环形图\n",
    "ax = axes[0, 2]\n",
    "labels = ['单身', '已婚', '离异']\n",
    "sizes = [32, 46, 22]\n",
    "colors = ['#F39C12', '#2874A6', '#5DADE2']\n",
    "wedges, texts, autotexts = ax.pie(\n",
    "    sizes, labels=None, colors=colors, autopct='%1.0f%%', startangle=90, pctdistance=0.75\n",
    ")\n",
    "centre_circle = plt.Circle((0, 0), 0.60, fc='#2C3E50')\n",
    "ax.add_artist(centre_circle)\n",
    "ax.set_title('婚姻状况', fontsize=16, color='white', pad=10)\n",
    "ax.set_facecolor('#2C3E50')\n",
    "for autotext in autotexts:\n",
    "    autotext.set_color('white')\n",
    "\n",
    "legend = ax.legend(\n",
    "    wedges, labels, loc=\"center left\", bbox_to_anchor=(1, 0, 0.5, 1), fontsize=10\n",
    ")\n",
    "legend.get_frame().set_facecolor('#2C3E50')\n",
    "legend.get_frame().set_edgecolor('white')\n",
    "plt.setp(legend.get_texts(), color='white')\n",
    "\n",
    "#学历\n",
    "ax = axes[1, 0]\n",
    "labels = ['博士研究生', '硕士研究生', '本科', '专科', '专科以下']\n",
    "values = [48, 398, 572, 170, 282]\n",
    "bars = ax.barh(labels, values, color='#5DADE2')\n",
    "ax.set_title('学历', fontsize=16, color='white', pad=10)\n",
    "ax.tick_params(axis='y', colors='white')\n",
    "ax.xaxis.set_visible(False)\n",
    "for bar in bars:\n",
    "    ax.text(bar.get_width() + 5, bar.get_y() + bar.get_height() / 2, f'{int(bar.get_width())}', va='center', color='white')\n",
    "ax.set_facecolor('#2C3E50')\n",
    "\n",
    "#入转调\n",
    "ax = axes[1, 1]\n",
    "labels = ['入职', '转入', '转出']\n",
    "values = [40, 5, 5]\n",
    "bars = ax.bar(labels, values, color='#5DADE2', width=0.5)\n",
    "ax.text(1, max(values) + 10, '总人数: 147', fontsize=14, color='white', ha='center')\n",
    "ax.set_title('入转调', fontsize=16, color='white', pad=10)\n",
    "ax.tick_params(axis='x', colors='white')\n",
    "ax.tick_params(axis='y', left=False, labelleft=False)\n",
    "ax.set_facecolor('#2C3E50')\n",
    "for bar in bars:\n",
    "    ax.text(bar.get_x() + bar.get_width() / 2, bar.get_height() + 1, f'{int(bar.get_height())}', ha='center', color='white')\n",
    "\n",
    "#部门\n",
    "ax = axes[1, 2]\n",
    "labels = ['财务部', '人力资源部', '行政部', '信息技术部', '研发部', '销售部']\n",
    "values = [17, 46, 9, 162, 799, 437]\n",
    "bars = ax.barh(labels, values, color='#5DADE2')\n",
    "ax.set_title('部门', fontsize=16, color='white', pad=10)\n",
    "ax.tick_params(axis='y', colors='white')\n",
    "ax.tick_params(axis='x', length=0, labelbottom=False)\n",
    "ax.invert_yaxis()\n",
    "ax.set_facecolor('#2C3E50')\n",
    "for bar in bars:\n",
    "    ax.text(bar.get_width() + 10, bar.get_y() + bar.get_height() / 2, f'{int(bar.get_width())}', va='center', color='white')\n",
    "\n",
    "plt.suptitle('公司人员结构看板', fontsize=20, color='white', y=0.95)\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.95])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb77af22-617d-496e-bf85-4b68e9499107",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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